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Paper Abstract and Keywords
Presentation 2021-03-05 14:25
Semantic Segmentation based on MobileNet Extended with FPN
Yuki Sugimoto, Masaki Aono (TUT) PRMU2020-91
Abstract (in Japanese) (See Japanese page) 
(in English) Semantic Segmentation is attracting attention in autonomous driving, but high-precision models require a huge amount of calculations for segmentation. Therefore, for the purpose of reducing the weight of the model, we propose an architecture in which MobileNet, which is a lightweight and highly accurate CNN, is used for the Backbone Module and RFPN (Reshaped Feature Pyramid Network) is added between the Backbone Module and the Head Module. In order to realize a model with excellent accuracy and FLOPs(FLoating-point OPerations), we conducted experiments in which various parameters of RFPN were changed. As a result, it was shown that the proposed method can output with relatively high accuracy with a small FLOPs.
Keyword (in Japanese) (See Japanese page) 
(in English) Semantic Segmentation / 深層学習 / / / / / /  
Reference Info. IEICE Tech. Rep., vol. 120, no. 409, PRMU2020-91, pp. 127-132, March 2021.
Paper # PRMU2020-91 
Date of Issue 2021-02-25 (PRMU) 
ISSN Online edition: ISSN 2432-6380
Copyright
and
reproduction		 All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
Download PDF PRMU2020-91

Conference Information
Committee PRMU IPSJ-CVIM  
Conference Date 2021-03-04 - 2021-03-05 
Place (in Japanese) (See Japanese page) 
Place (in English) Online 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Computer Vision and Pattern Recognition for specific environment 
Paper Information
Registration To PRMU 
Conference Code 2021-03-PRMU-CVIM 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Semantic Segmentation based on MobileNet Extended with FPN 
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Keyword(1) Semantic Segmentation  
Keyword(2) 深層学習  
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1st Author's Name Yuki Sugimoto  
1st Author's Affiliation Toyohashi University of Technology (TUT)
2nd Author's Name Masaki Aono  
2nd Author's Affiliation Toyohashi University of Technology (TUT)
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Speaker Author-1 
Date Time 2021-03-05 14:25:00 
Presentation Time 15 minutes 
Registration for PRMU 
Paper # PRMU2020-91 
Volume (vol) vol.120 
Number (no) no.409 
Page pp.127-132 
#Pages 6 
Date of Issue 2021-02-25 (PRMU) 

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